{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "619baba7",
   "metadata": {
    "cellId": "9b5u6a8iyuhd27ouejyfn"
   },
   "outputs": [],
   "source": [
    "from torch.utils.data import DataLoader\n",
    "from masks_for_mask_r_cnn_dataset import MasksForMaskRCNNDataset\n",
    "from custom_segmentation_transforms import Compose, ToTensor, RandomHorizontalFlip\n",
    "from image_utils import show_image, build_box_masks, merge_image_and_masks_boxes, merge_masks_with_colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "817bb0f9",
   "metadata": {
    "cellId": "he836tjn7ig3v4savds4ru"
   },
   "outputs": [],
   "source": [
    "ROOT = '/home/jupyter/mnt/s3'\n",
    "DS_ROOT = f'{ROOT}/pennfudanped'\n",
    "DS_MASKS = f'{DS_ROOT}/PedMasks'\n",
    "DS_IMAGES = f'{DS_ROOT}/PNGImages'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "beedd7dd",
   "metadata": {
    "cellId": "p7o0u99nwkapugyadq5os"
   },
   "outputs": [],
   "source": [
    "BATCH_SIZE = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8fca45d4",
   "metadata": {
    "cellId": "hotp0h1w4al58xecjr3sfd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<masks_for_mask_r_cnn_dataset.MasksForMaskRCNNDataset at 0x7f8435275c70>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_dataset = MasksForMaskRCNNDataset(\n",
    "    images_root=DS_IMAGES,\n",
    "    masks_root=DS_MASKS,\n",
    "    transforms=Compose([\n",
    "        ToTensor(),\n",
    "        RandomHorizontalFlip(0.5),\n",
    "    ])\n",
    ")\n",
    "full_dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "410bbbf7",
   "metadata": {
    "cellId": "gc7il5yx5q8rbl5bx6dik"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: {'id': 1, 'name': 'human'}}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_dataset.get_categories()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fc9dc68c",
   "metadata": {
    "cellId": "66r7tzxtvyeiuo3ctzxb7d"
   },
   "outputs": [],
   "source": [
    "full_loader = DataLoader(\n",
    "    full_dataset,\n",
    "    batch_size=BATCH_SIZE,\n",
    "    shuffle=True,\n",
    "    pin_memory=True,\n",
    "    drop_last=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5cffa02d",
   "metadata": {
    "cellId": "9ia171lfqt9i0940b60spk"
   },
   "outputs": [],
   "source": [
    "image, target = next(iter(full_loader))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5ecffb8b",
   "metadata": {
    "cellId": "o7p1u96i9ybzij4f317vh"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 3, 345, 317])\n",
      "torch.Size([345, 317, 3])\n"
     ]
    }
   ],
   "source": [
    "print( image.shape )\n",
    "\n",
    "# transform of [batch, colors, a, b] -> [a, b, colors]\n",
    "im_to_plot = image[0,:,:,:].permute(1,2,0)\n",
    "\n",
    "print( im_to_plot.shape )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "31cf9435",
   "metadata": {
    "cellId": "vn7ihxm7t1a8qng68wd28"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "source_image = image[0,:,:,:].permute(1,2,0)\n",
    "show_image( source_image )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0abacf54",
   "metadata": {
    "cellId": "wrti968w9j9gpup4sn194"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 2, 345, 317])\n",
      "torch.Size([345, 317])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print( target['masks'].shape )\n",
    "\n",
    "# transform of [batch, num_of_masks, a, b] -> [b, c]\n",
    "# first mask with pos==0 will be used\n",
    "mask_to_plot = target['masks'][0,0,:,:]\n",
    "\n",
    "print( mask_to_plot.shape )\n",
    "\n",
    "show_image( mask_to_plot )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "20151e5b",
   "metadata": {
    "cellId": "2u5um5xbqnyk4pd4e770br"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([2, 345, 317])\n",
      "torch.Size([345, 317])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get first batch and show masks in one image\n",
    "first_batch = target['masks'][0,:,:,:]\n",
    "print( first_batch.shape )\n",
    "\n",
    "merged_masks = merge_masks_with_colors(first_batch)\n",
    "print( merged_masks.shape )\n",
    "\n",
    "show_image( merged_masks )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0d0fef68",
   "metadata": {
    "cellId": "wql1c7cqjdbx46w01h2w7"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([2, 345, 317])\n",
      "torch.Size([345, 317])\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y, _ = source_image.shape\n",
    "box_mask = build_box_masks(x, y, target['boxes'][0,:,:])\n",
    "merged_box_mask = merge_masks_with_colors(box_mask)\n",
    "\n",
    "print(box_mask.shape)\n",
    "print(merged_box_mask.shape)\n",
    "\n",
    "show_image(merged_box_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f2cf08e3",
   "metadata": {
    "cellId": "qpgrrzf617epd8s9lil17s"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([345, 317, 3])\n",
      "torch.Size([345, 317])\n"
     ]
    }
   ],
   "source": [
    "print( source_image.shape )\n",
    "print( merged_masks.shape )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "4e114c3c",
   "metadata": {
    "cellId": "takqsgwu5eiv5qi7gt8uxm"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(345, 951, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "stacked_example = merge_image_and_masks_boxes(\n",
    "    source_image,\n",
    "    merged_masks,\n",
    "    merged_box_mask)\n",
    "print( stacked_example.shape )\n",
    "\n",
    "show_image(stacked_example)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73891490",
   "metadata": {
    "cellId": "fjnzgf6456bj5rdao47pt"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "notebookId": "f969d23e-6ab2-4560-886c-5bd299980738",
  "notebookPath": "demo-ml-pennfudanped/dig-in-dataset.ipynb"
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
